Sports Data Profile Report

Dataset statistics

Number of variables	35
Number of observations	2844
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	572.6 B

Variable types

Text	3
Categorical	3
Numeric	29

Alerts

`Assists` is highly overall correlated with `AssistsPer90` and 19 other fields	High correlation
`AssistsPer90` is highly overall correlated with `Assists` and 14 other fields	High correlation
`CrdY` is highly overall correlated with `ExpAssists` and 9 other fields	High correlation
`ExpAssists` is highly overall correlated with `Assists` and 23 other fields	High correlation
`ExpAssistsPer90` is highly overall correlated with `Assists` and 16 other fields	High correlation
`ExpGoals` is highly overall correlated with `Assists` and 24 other fields	High correlation
`ExpGoalsAndAssistsPer90` is highly overall correlated with `Assists` and 18 other fields	High correlation
`ExpGoalsPer90` is highly overall correlated with `ExpAssists` and 15 other fields	High correlation
`Goals` is highly overall correlated with `Assists` and 20 other fields	High correlation
`GoalsAndAssists` is highly overall correlated with `Assists` and 23 other fields	High correlation
`GoalsAndAssistsPer90` is highly overall correlated with `Assists` and 18 other fields	High correlation
`GoalsPer90` is highly overall correlated with `ExpAssists` and 16 other fields	High correlation
`MP` is highly overall correlated with `Assists` and 14 other fields	High correlation
`Min` is highly overall correlated with `Assists` and 12 other fields	High correlation
`MinutesPer90` is highly overall correlated with `Assists` and 12 other fields	High correlation
`NPExpGoals` is highly overall correlated with `Assists` and 24 other fields	High correlation
`NPExpGoalsAndAssists` is highly overall correlated with `Assists` and 24 other fields	High correlation
`NPExpGoalsAndAssistsPer90` is highly overall correlated with `Assists` and 18 other fields	High correlation
`NPExpGoalsPer90` is highly overall correlated with `ExpAssistsPer90` and 14 other fields	High correlation
`NPGoalsAndAssistsPer90` is highly overall correlated with `Assists` and 18 other fields	High correlation
`NPGoalsPer90` is highly overall correlated with `ExpAssists` and 15 other fields	High correlation
`NonPenaltyGoals` is highly overall correlated with `Assists` and 19 other fields	High correlation
`PenaltiesAttempted` is highly overall correlated with `PenaltiesScored`	High correlation
`PenaltiesScored` is highly overall correlated with `PenaltiesAttempted`	High correlation
`PrgC` is highly overall correlated with `Assists` and 22 other fields	High correlation
`PrgP` is highly overall correlated with `Assists` and 14 other fields	High correlation
`PrgR` is highly overall correlated with `Assists` and 23 other fields	High correlation
`Starts` is highly overall correlated with `Assists` and 12 other fields	High correlation
`CrdR` is highly imbalanced (73.3%)	Imbalance
`Starts` has 358 (12.6%) zeros	Zeros
`MinutesPer90` has 47 (1.7%) zeros	Zeros
`Goals` has 1489 (52.4%) zeros	Zeros
`Assists` has 1539 (54.1%) zeros	Zeros
`GoalsAndAssists` has 1142 (40.2%) zeros	Zeros
`NonPenaltyGoals` has 1510 (53.1%) zeros	Zeros
`PenaltiesScored` has 2651 (93.2%) zeros	Zeros
`PenaltiesAttempted` has 2613 (91.9%) zeros	Zeros
`CrdY` has 779 (27.4%) zeros	Zeros
`ExpGoals` has 638 (22.4%) zeros	Zeros
`NPExpGoals` has 641 (22.5%) zeros	Zeros
`ExpAssists` has 705 (24.8%) zeros	Zeros
`NPExpGoalsAndAssists` has 478 (16.8%) zeros	Zeros
`PrgC` has 479 (16.8%) zeros	Zeros
`PrgP` has 328 (11.5%) zeros	Zeros
`PrgR` has 436 (15.3%) zeros	Zeros
`GoalsPer90` has 1489 (52.4%) zeros	Zeros
`AssistsPer90` has 1539 (54.1%) zeros	Zeros
`GoalsAndAssistsPer90` has 1142 (40.2%) zeros	Zeros
`NPGoalsPer90` has 1510 (53.1%) zeros	Zeros
`NPGoalsAndAssistsPer90` has 1148 (40.4%) zeros	Zeros
`ExpGoalsPer90` has 554 (19.5%) zeros	Zeros
`ExpAssistsPer90` has 642 (22.6%) zeros	Zeros
`ExpGoalsAndAssistsPer90` has 422 (14.8%) zeros	Zeros
`NPExpGoalsPer90` has 556 (19.5%) zeros	Zeros
`NPExpGoalsAndAssistsPer90` has 423 (14.9%) zeros	Zeros

Reproduction

Analysis started	2025-07-06 04:20:08.299008
Analysis finished	2025-07-06 04:23:21.146107
Duration	3 minutes and 12.85 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

Player
Text

Distinct	2692
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Memory size	222.0 KiB

Length

Max length	30
Median length	25
Mean length	13.478551
Min length	3

Characters and Unicode

Total characters	38333
Distinct characters	115
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2540 ?
Unique (%)	89.3%

Sample

1st row	Aaron Ciammaglichella
2nd row	Aaron Cresswell
3rd row	Aaron Malouda
4th row	Aaron Ramsdale
5th row	Aaron Wan-Bissaka

Value	Count	Frequency (%)
david	22	0.4%
de	22	0.4%
lucas	20	0.3%
daniel	20	0.3%
kevin	17	0.3%
carlos	16	0.3%
james	15	0.3%
ben	14	0.2%
gabriel	14	0.2%
juan	14	0.2%
Other values (3722)	5571	97.0%

Most occurring characters

Value	Count	Frequency (%)
a	4019	10.5%
e	2935	7.7%
	2901	7.6%
i	2768	7.2%
o	2532	6.6%
n	2432	6.3%
r	2337	6.1%
l	1740	4.5%
s	1438	3.8%
u	1137	3.0%
Other values (105)	14094	36.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	29538	77.1%
Uppercase Letter	5806	15.1%
Space Separator	2901	7.6%
Dash Punctuation	72	0.2%
Other Punctuation	15	< 0.1%
Final Punctuation	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	4019	13.6%
e	2935	9.9%
i	2768	9.4%
o	2532	8.6%
n	2432	8.2%
r	2337	7.9%
l	1740	5.9%
s	1438	4.9%
u	1137	3.8%
t	1048	3.5%
Other values (58)	7152	24.2%

Uppercase Letter

Value	Count	Frequency (%)
M	614	10.6%
A	537	9.2%
S	414	7.1%
J	350	6.0%
B	342	5.9%
C	335	5.8%
D	332	5.7%
L	273	4.7%
R	263	4.5%
G	258	4.4%
Other values (32)	2088	36.0%

Other Punctuation

Value	Count	Frequency (%)
'	14	93.3%
.	1	6.7%

Space Separator

Value	Count	Frequency (%)
	2901	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	72	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	35344	92.2%
Common	2989	7.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	4019	11.4%
e	2935	8.3%
i	2768	7.8%
o	2532	7.2%
n	2432	6.9%
r	2337	6.6%
l	1740	4.9%
s	1438	4.1%
u	1137	3.2%
t	1048	3.0%
Other values (100)	12958	36.7%

Common

Value	Count	Frequency (%)
	2901	97.1%
-	72	2.4%
'	14	0.5%
.	1	< 0.1%
’	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37557	98.0%
None	775	2.0%
Punctuation	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	4019	10.7%
e	2935	7.8%
	2901	7.7%
i	2768	7.4%
o	2532	6.7%
n	2432	6.5%
r	2337	6.2%
l	1740	4.6%
s	1438	3.8%
u	1137	3.0%
Other values (46)	13318	35.5%

None

Value	Count	Frequency (%)
é	174	22.5%
á	99	12.8%
í	84	10.8%
ć	56	7.2%
ó	40	5.2%
ñ	29	3.7%
ú	25	3.2%
Á	24	3.1%
š	19	2.5%
ü	19	2.5%
Other values (48)	206	26.6%

Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Nation
Text

Distinct	113
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	166.8 KiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8532
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19 ?
Unique (%)	0.7%

Sample

1st row	ITA
2nd row	ENG
3rd row	FRA
4th row	ENG
5th row	ENG

Value	Count	Frequency (%)
esp	415	14.6%
fra	346	12.2%
ger	230	8.1%
ita	227	8.0%
eng	223	7.8%
bra	89	3.1%
arg	77	2.7%
por	64	2.3%
ned	62	2.2%
den	56	2.0%
Other values (103)	1055	37.1%

Most occurring characters

Value	Count	Frequency (%)
E	1185	13.9%
R	1093	12.8%
A	1016	11.9%
G	685	8.0%
S	656	7.7%
P	551	6.5%
N	536	6.3%
I	422	4.9%
F	359	4.2%
T	296	3.5%
Other values (16)	1733	20.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	8532	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1185	13.9%
R	1093	12.8%
A	1016	11.9%
G	685	8.0%
S	656	7.7%
P	551	6.5%
N	536	6.3%
I	422	4.9%
F	359	4.2%
T	296	3.5%
Other values (16)	1733	20.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8532	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1185	13.9%
R	1093	12.8%
A	1016	11.9%
G	685	8.0%
S	656	7.7%
P	551	6.5%
N	536	6.3%
I	422	4.9%
F	359	4.2%
T	296	3.5%
Other values (16)	1733	20.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8532	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1185	13.9%
R	1093	12.8%
A	1016	11.9%
G	685	8.0%
S	656	7.7%
P	551	6.5%
N	536	6.3%
I	422	4.9%
F	359	4.2%
T	296	3.5%
Other values (16)	1733	20.3%

Pos
Categorical

Distinct	10
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	166.4 KiB

DF	857
MF	586
FW	369
FW,MF	323
MF,FW	229
Other values (5)	480

Length

Max length	5
Median length	2
Mean length	2.8649789
Min length	2

Characters and Unicode

Total characters	8148
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MF
2nd row	DF
3rd row	FW
4th row	GK
5th row	DF

Common Values

Value	Count	Frequency (%)
DF	857	30.1%
MF	586	20.6%
FW	369	13.0%
FW,MF	323	11.4%
MF,FW	229	8.1%
GK	212	7.5%
DF,MF	110	3.9%
MF,DF	81	2.8%
DF,FW	53	1.9%
FW,DF	24	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
df	857	30.1%
mf	586	20.6%
fw	369	13.0%
fw,mf	323	11.4%
mf,fw	229	8.1%
gk	212	7.5%
df,mf	110	3.9%
mf,df	81	2.8%
df,fw	53	1.9%
fw,df	24	0.8%

Most occurring characters

Value	Count	Frequency (%)
F	3452	42.4%
M	1329	16.3%
D	1125	13.8%
W	998	12.2%
,	820	10.1%
G	212	2.6%
K	212	2.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	7328	89.9%
Other Punctuation	820	10.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	3452	47.1%
M	1329	18.1%
D	1125	15.4%
W	998	13.6%
G	212	2.9%
K	212	2.9%

Other Punctuation

Value	Count	Frequency (%)
,	820	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7328	89.9%
Common	820	10.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	3452	47.1%
M	1329	18.1%
D	1125	15.4%
W	998	13.6%
G	212	2.9%
K	212	2.9%

Common

Value	Count	Frequency (%)
,	820	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8148	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	3452	42.4%
M	1329	16.3%
D	1125	13.8%
W	998	12.2%
,	820	10.1%
G	212	2.6%
K	212	2.6%

Squad
Text

Distinct	96
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	185.9 KiB

Length

Max length	15
Median length	12
Mean length	8.4743319
Min length	4

Characters and Unicode

Total characters	24101
Distinct characters	54
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Torino
2nd row	West Ham
3rd row	Lille
4th row	Southampton
5th row	West Ham

Value	Count	Frequency (%)
real	61	1.7%
manchester	61	1.7%
city	59	1.6%
utd	55	1.5%
madrid	54	1.5%
como	38	1.1%
valladolid	38	1.1%
genoa	37	1.0%
southampton	36	1.0%
betis	36	1.0%
Other values (108)	3133	86.8%

Most occurring characters

Value	Count	Frequency (%)
e	2503	10.4%
a	2260	9.4%
n	1677	7.0%
l	1612	6.7%
i	1560	6.5%
o	1547	6.4%
t	1422	5.9%
r	1386	5.8%
s	1079	4.5%
	764	3.2%
Other values (44)	8291	34.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19504	80.9%
Uppercase Letter	3672	15.2%
Space Separator	764	3.2%
Dash Punctuation	60	0.2%
Other Punctuation	51	0.2%
Decimal Number	50	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2503	12.8%
a	2260	11.6%
n	1677	8.6%
l	1612	8.3%
i	1560	8.0%
o	1547	7.9%
t	1422	7.3%
r	1386	7.1%
s	1079	5.5%
u	646	3.3%
Other values (15)	3812	19.5%

Uppercase Letter

Value	Count	Frequency (%)
M	363	9.9%
B	349	9.5%
L	345	9.4%
A	257	7.0%
V	252	6.9%
S	247	6.7%
C	243	6.6%
R	213	5.8%
H	177	4.8%
P	151	4.1%
Other values (13)	1075	29.3%

Other Punctuation

Value	Count	Frequency (%)
.	28	54.9%
'	23	45.1%

Decimal Number

Value	Count	Frequency (%)
0	25	50.0%
5	25	50.0%

Space Separator

Value	Count	Frequency (%)
	764	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	60	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23176	96.2%
Common	925	3.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2503	10.8%
a	2260	9.8%
n	1677	7.2%
l	1612	7.0%
i	1560	6.7%
o	1547	6.7%
t	1422	6.1%
r	1386	6.0%
s	1079	4.7%
u	646	2.8%
Other values (38)	7484	32.3%

Common

Value	Count	Frequency (%)
	764	82.6%
-	60	6.5%
.	28	3.0%
0	25	2.7%
5	25	2.7%
'	23	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23990	99.5%
None	111	0.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2503	10.4%
a	2260	9.4%
n	1677	7.0%
l	1612	6.7%
i	1560	6.5%
o	1547	6.4%
t	1422	5.9%
r	1386	5.8%
s	1079	4.5%
	764	3.2%
Other values (42)	8180	34.1%

None

Value	Count	Frequency (%)
é	79	71.2%
É	32	28.8%

Comp
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	183.2 KiB

Serie A	634
La Liga	600
Premier League	570
Ligue 1	551
Bundesliga	489

Length

Max length	14
Median length	7
Mean length	8.9187764
Min length	7

Characters and Unicode

Total characters	25365
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Serie A
2nd row	Premier League
3rd row	Ligue 1
4th row	Premier League
5th row	Premier League

Common Values

Value	Count	Frequency (%)
Serie A	634	22.3%
La Liga	600	21.1%
Premier League	570	20.0%
Ligue 1	551	19.4%
Bundesliga	489	17.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
serie	634	12.2%
a	634	12.2%
la	600	11.5%
liga	600	11.5%
premier	570	11.0%
league	570	11.0%
ligue	551	10.6%
1	551	10.6%
bundesliga	489	9.4%

Most occurring characters

Value	Count	Frequency (%)
e	4588	18.1%
i	2844	11.2%
	2355	9.3%
L	2321	9.2%
a	2259	8.9%
g	2210	8.7%
r	1774	7.0%
u	1610	6.3%
S	634	2.5%
A	634	2.5%
Other values (8)	4136	16.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	17811	70.2%
Uppercase Letter	4648	18.3%
Space Separator	2355	9.3%
Decimal Number	551	2.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	4588	25.8%
i	2844	16.0%
a	2259	12.7%
g	2210	12.4%
r	1774	10.0%
u	1610	9.0%
m	570	3.2%
n	489	2.7%
d	489	2.7%
s	489	2.7%

Uppercase Letter

Value	Count	Frequency (%)
L	2321	49.9%
S	634	13.6%
A	634	13.6%
P	570	12.3%
B	489	10.5%

Space Separator

Value	Count	Frequency (%)
	2355	100.0%

Decimal Number

Value	Count	Frequency (%)
1	551	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22459	88.5%
Common	2906	11.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	4588	20.4%
i	2844	12.7%
L	2321	10.3%
a	2259	10.1%
g	2210	9.8%
r	1774	7.9%
u	1610	7.2%
S	634	2.8%
A	634	2.8%
P	570	2.5%
Other values (6)	3015	13.4%

Common

Value	Count	Frequency (%)
	2355	81.0%
1	551	19.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25365	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	4588	18.1%
i	2844	11.2%
	2355	9.3%
L	2321	9.2%
a	2259	8.9%
g	2210	8.7%
r	1774	7.0%
u	1610	6.3%
S	634	2.5%
A	634	2.5%
Other values (8)	4136	16.3%

Age
Real number (ℝ)

Distinct	27
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.018987

Minimum	15
Maximum	41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	15
5-th percentile	18
Q1	22
median	25
Q3	28
95-th percentile	33
Maximum	41
Range	26
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.4928902
Coefficient of variation (CV)	0.17957922
Kurtosis	-0.39231498
Mean	25.018987
Median Absolute Deviation (MAD)	3
Skewness	0.31437034
Sum	71154
Variance	20.186062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
24	249	8.8%
26	240	8.4%
23	219	7.7%
27	213	7.5%
22	211	7.4%
25	210	7.4%
21	192	6.8%
28	166	5.8%
20	166	5.8%
19	157	5.5%
Other values (17)	821	28.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	2	0.1%
16	20	0.7%
17	42	1.5%
18	113	4.0%
19	157	5.5%
20	166	5.8%
21	192	6.8%
22	211	7.4%
23	219	7.7%
24	249	8.8%

Value	Count	Frequency (%)
41	1	< 0.1%
40	1	< 0.1%
39	3	0.1%
38	7	0.2%
37	8	0.3%
36	15	0.5%
35	21	0.7%
34	42	1.5%
33	60	2.1%
32	87	3.1%

MP
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.04993

Minimum	1
Maximum	38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	20
Q3	30
95-th percentile	36
Maximum	38
Range	37
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	11.491864
Coefficient of variation (CV)	0.60324966
Kurtosis	-1.3205836
Mean	19.04993
Median Absolute Deviation (MAD)	10
Skewness	-0.1145293
Sum	54178
Variance	132.06293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1	188	6.6%
2	141	5.0%
30	114	4.0%
32	110	3.9%
31	101	3.6%
29	96	3.4%
34	94	3.3%
26	88	3.1%
33	87	3.1%
28	84	3.0%
Other values (28)	1741	61.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	188	6.6%
2	141	5.0%
3	64	2.3%
4	63	2.2%
5	55	1.9%
6	59	2.1%
7	56	2.0%
8	69	2.4%
9	56	2.0%
10	76	2.7%

Value	Count	Frequency (%)
38	36	1.3%
37	53	1.9%
36	60	2.1%
35	64	2.3%
34	94	3.3%
33	87	3.1%
32	110	3.9%
31	101	3.6%
30	114	4.0%
29	96	3.4%

Starts
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.529536

Minimum	0
Maximum	38
Zeros	358
Zeros (%)	12.6%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	11
Q3	23
95-th percentile	33
Maximum	38
Range	38
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.316918
Coefficient of variation (CV)	0.83646021
Kurtosis	-1.1003046
Mean	13.529536
Median Absolute Deviation (MAD)	9
Skewness	0.43915973
Sum	38478
Variance	128.07264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	358	12.6%
1	182	6.4%
2	141	5.0%
3	111	3.9%
7	97	3.4%
4	89	3.1%
6	88	3.1%
12	85	3.0%
5	77	2.7%
11	75	2.6%
Other values (29)	1541	54.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	358	12.6%
1	182	6.4%
2	141	5.0%
3	111	3.9%
4	89	3.1%
5	77	2.7%
6	88	3.1%
7	97	3.4%
8	69	2.4%
9	68	2.4%

Value	Count	Frequency (%)
38	19	0.7%
37	22	0.8%
36	20	0.7%
35	30	1.1%
34	47	1.7%
33	38	1.3%
32	47	1.7%
31	62	2.2%
30	58	2.0%
29	58	2.0%

Min
Real number (ℝ)

HIGH CORRELATION

Distinct	1699
Distinct (%)	59.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1214.3815

Minimum	1
Maximum	3420
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	320.75
median	1055.5
Q3	1999.5
95-th percentile	2918.85
Maximum	3420
Range	3419
Interquartile range (IQR)	1678.75

Descriptive statistics

Standard deviation	964.60589
Coefficient of variation (CV)	0.79431866
Kurtosis	-1.0248747
Mean	1214.3815
Median Absolute Deviation (MAD)	803
Skewness	0.43676414
Sum	3453701
Variance	930464.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	24	0.8%
1	19	0.7%
180	19	0.7%
3060	16	0.6%
9	13	0.5%
3420	12	0.4%
5	12	0.4%
6	12	0.4%
7	12	0.4%
12	11	0.4%
Other values (1689)	2694	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	19	0.7%
2	10	0.4%
3	9	0.3%
4	9	0.3%
5	12	0.4%
6	12	0.4%
7	12	0.4%
8	10	0.4%
9	13	0.5%
10	8	0.3%

Value	Count	Frequency (%)
3420	12	0.4%
3414	1	< 0.1%
3406	1	< 0.1%
3371	1	< 0.1%
3351	1	< 0.1%
3348	1	< 0.1%
3336	1	< 0.1%
3330	6	0.2%
3325	1	< 0.1%
3319	1	< 0.1%

MinutesPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	369
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.492475

Minimum	0
Maximum	38
Zeros	47
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	3.6
median	11.7
Q3	22.2
95-th percentile	32.4
Maximum	38
Range	38
Interquartile range (IQR)	18.6

Descriptive statistics

Standard deviation	10.71805
Coefficient of variation (CV)	0.79437237
Kurtosis	-1.0248863
Mean	13.492475
Median Absolute Deviation (MAD)	8.9
Skewness	0.43663472
Sum	38372.6
Variance	114.87659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	93	3.3%
0.2	49	1.7%
0	47	1.7%
0.3	37	1.3%
1	36	1.3%
2	34	1.2%
0.5	28	1.0%
4	26	0.9%
3	22	0.8%
0.8	21	0.7%
Other values (359)	2451	86.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	1.7%
0.1	93	3.3%
0.2	49	1.7%
0.3	37	1.3%
0.4	21	0.7%
0.5	28	1.0%
0.6	15	0.5%
0.7	19	0.7%
0.8	21	0.7%
0.9	11	0.4%

Value	Count	Frequency (%)
38	12	0.4%
37.9	1	< 0.1%
37.8	1	< 0.1%
37.5	1	< 0.1%
37.2	2	0.1%
37.1	1	< 0.1%
37	6	0.2%
36.9	2	0.1%
36.8	1	< 0.1%
36.6	1	< 0.1%

Goals
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6870605

Minimum	0
Maximum	31
Zeros	1489
Zeros (%)	52.4%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	8
Maximum	31
Range	31
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.1571282
Coefficient of variation (CV)	1.8713782
Kurtosis	16.51441
Mean	1.6870605
Median Absolute Deviation (MAD)	0
Skewness	3.4686515
Sum	4798
Variance	9.9674583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	1489	52.4%
1	476	16.7%
2	287	10.1%
3	177	6.2%
4	102	3.6%
5	66	2.3%
6	52	1.8%
7	32	1.1%
8	32	1.1%
10	29	1.0%
Other values (19)	102	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1489	52.4%
1	476	16.7%
2	287	10.1%
3	177	6.2%
4	102	3.6%
5	66	2.3%
6	52	1.8%
7	32	1.1%
8	32	1.1%
9	25	0.9%

Value	Count	Frequency (%)
31	1	< 0.1%
29	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	5	0.2%
20	3	0.1%
19	2	0.1%

Assists
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2035865

Minimum	0
Maximum	18
Zeros	1539
Zeros (%)	54.1%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	5
Maximum	18
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9477093
Coefficient of variation (CV)	1.6182545
Kurtosis	7.769871
Mean	1.2035865
Median Absolute Deviation (MAD)	0
Skewness	2.4325968
Sum	3423
Variance	3.7935714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	1539	54.1%
1	528	18.6%
2	293	10.3%
3	171	6.0%
4	124	4.4%
6	51	1.8%
5	50	1.8%
7	32	1.1%
8	27	0.9%
9	10	0.4%
Other values (6)	19	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1539	54.1%
1	528	18.6%
2	293	10.3%
3	171	6.0%
4	124	4.4%
5	50	1.8%
6	51	1.8%
7	32	1.1%
8	27	0.9%
9	10	0.4%

Value	Count	Frequency (%)
18	1	< 0.1%
15	1	< 0.1%
13	1	< 0.1%
12	2	0.1%
11	4	0.1%
10	10	0.4%
9	10	0.4%
8	27	0.9%
7	32	1.1%
6	51	1.8%

GoalsAndAssists
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.890647

Minimum	0
Maximum	47
Zeros	1142
Zeros (%)	40.2%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	13
Maximum	47
Range	47
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.5356675
Coefficient of variation (CV)	1.5690839
Kurtosis	10.741683
Mean	2.890647
Median Absolute Deviation (MAD)	1
Skewness	2.7685735
Sum	8221
Variance	20.57228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	1142	40.2%
1	428	15.0%
2	292	10.3%
3	225	7.9%
4	169	5.9%
5	113	4.0%
6	79	2.8%
9	64	2.3%
7	62	2.2%
8	39	1.4%
Other values (23)	231	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1142	40.2%
1	428	15.0%
2	292	10.3%
3	225	7.9%
4	169	5.9%
5	113	4.0%
6	79	2.8%
7	62	2.2%
8	39	1.4%
9	64	2.3%

Value	Count	Frequency (%)
47	1	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
29	2	0.1%
27	4	0.1%
26	1	< 0.1%
25	3	0.1%
24	4	0.1%
23	5	0.2%

NonPenaltyGoals
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5443038

Minimum	0
Maximum	24
Zeros	1510
Zeros (%)	53.1%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	24
Range	24
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.7907073
Coefficient of variation (CV)	1.8070973
Kurtosis	12.930567
Mean	1.5443038
Median Absolute Deviation (MAD)	0
Skewness	3.1363654
Sum	4392
Variance	7.788047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	1510	53.1%
1	483	17.0%
2	291	10.2%
3	165	5.8%
4	112	3.9%
5	62	2.2%
6	48	1.7%
8	37	1.3%
7	35	1.2%
10	25	0.9%
Other values (13)	76	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1510	53.1%
1	483	17.0%
2	291	10.2%
3	165	5.8%
4	112	3.9%
5	62	2.2%
6	48	1.7%
7	35	1.2%
8	37	1.3%
9	20	0.7%

Value	Count	Frequency (%)
24	2	0.1%
21	1	< 0.1%
20	3	0.1%
19	5	0.2%
18	1	< 0.1%
17	2	0.1%
16	3	0.1%
15	4	0.1%
14	8	0.3%
13	5	0.2%

PenaltiesScored
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14275668

Minimum	0
Maximum	9
Zeros	2651
Zeros (%)	93.2%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.66837532
Coefficient of variation (CV)	4.6819197
Kurtosis	59.336644
Mean	0.14275668
Median Absolute Deviation (MAD)	0
Skewness	6.8230943
Sum	406
Variance	0.44672557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2651	93.2%
1	93	3.3%
2	47	1.7%
3	28	1.0%
4	10	0.4%
5	7	0.2%
8	2	0.1%
9	2	0.1%
6	2	0.1%
7	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2651	93.2%
1	93	3.3%
2	47	1.7%
3	28	1.0%
4	10	0.4%
5	7	0.2%
6	2	0.1%
7	2	0.1%
8	2	0.1%
9	2	0.1%

Value	Count	Frequency (%)
9	2	0.1%
8	2	0.1%
7	2	0.1%
6	2	0.1%
5	7	0.2%
4	10	0.4%
3	28	1.0%
2	47	1.7%
1	93	3.3%
0	2651	93.2%

PenaltiesAttempted
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18073136

Minimum	0
Maximum	9
Zeros	2613
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.77761147
Coefficient of variation (CV)	4.3025817
Kurtosis	50.126797
Mean	0.18073136
Median Absolute Deviation (MAD)	0
Skewness	6.2994284
Sum	514
Variance	0.60467959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2613	91.9%
1	104	3.7%
2	60	2.1%
3	29	1.0%
4	20	0.7%
9	5	0.2%
6	5	0.2%
5	5	0.2%
8	2	0.1%
7	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2613	91.9%
1	104	3.7%
2	60	2.1%
3	29	1.0%
4	20	0.7%
5	5	0.2%
6	5	0.2%
7	1	< 0.1%
8	2	0.1%
9	5	0.2%

Value	Count	Frequency (%)
9	5	0.2%
8	2	0.1%
7	1	< 0.1%
6	5	0.2%
5	5	0.2%
4	20	0.7%
3	29	1.0%
2	60	2.1%
1	104	3.7%
0	2613	91.9%

CrdY
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5031646

Minimum	0
Maximum	15
Zeros	779
Zeros (%)	27.4%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	8
Maximum	15
Range	15
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6056955
Coefficient of variation (CV)	1.0409605
Kurtosis	1.3745688
Mean	2.5031646
Median Absolute Deviation (MAD)	2
Skewness	1.2545984
Sum	7119
Variance	6.7896488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	779	27.4%
1	536	18.8%
2	411	14.5%
3	279	9.8%
4	266	9.4%
5	207	7.3%
6	121	4.3%
7	84	3.0%
8	61	2.1%
9	36	1.3%
Other values (6)	64	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	779	27.4%
1	536	18.8%
2	411	14.5%
3	279	9.8%
4	266	9.4%
5	207	7.3%
6	121	4.3%
7	84	3.0%
8	61	2.1%
9	36	1.3%

Value	Count	Frequency (%)
15	1	< 0.1%
14	1	< 0.1%
13	3	0.1%
12	10	0.4%
11	21	0.7%
10	28	1.0%
9	36	1.3%
8	61	2.1%
7	84	3.0%
6	121	4.3%

CrdR
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	161.2 KiB

0	2546
1	270
2	27
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2844
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2546	89.5%
1	270	9.5%
2	27	0.9%
3	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2546	89.5%
1	270	9.5%
2	27	0.9%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	2546	89.5%
1	270	9.5%
2	27	0.9%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2546	89.5%
1	270	9.5%
2	27	0.9%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	2844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2546	89.5%
1	270	9.5%
2	27	0.9%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2546	89.5%
1	270	9.5%
2	27	0.9%
3	1	< 0.1%

ExpGoals
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	146
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7103727

Minimum	0
Maximum	27.1
Zeros	638
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1
median	0.7
Q3	2.1
95-th percentile	7.3
Maximum	27.1
Range	27.1
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.8213861
Coefficient of variation (CV)	1.6495738
Kurtosis	16.226335
Mean	1.7103727
Median Absolute Deviation (MAD)	0.7
Skewness	3.4236809
Sum	4864.3
Variance	7.9602195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	638	22.4%
0.1	195	6.9%
0.2	145	5.1%
0.3	129	4.5%
0.4	110	3.9%
0.5	95	3.3%
0.6	91	3.2%
0.8	83	2.9%
0.9	78	2.7%
0.7	78	2.7%
Other values (136)	1202	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	638	22.4%
0.1	195	6.9%
0.2	145	5.1%
0.3	129	4.5%
0.4	110	3.9%
0.5	95	3.3%
0.6	91	3.2%
0.7	78	2.7%
0.8	83	2.9%
0.9	78	2.7%

Value	Count	Frequency (%)
27.1	1	< 0.1%
25.9	1	< 0.1%
25.2	1	< 0.1%
22.7	1	< 0.1%
22	1	< 0.1%
21.6	1	< 0.1%
20.3	2	0.1%
19.4	1	< 0.1%
19.2	1	< 0.1%
18.9	1	< 0.1%

NPExpGoals
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	128
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5672996

Minimum	0
Maximum	24
Zeros	641
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1
median	0.7
Q3	2
95-th percentile	6.6
Maximum	24
Range	24
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	2.4620795
Coefficient of variation (CV)	1.5709055
Kurtosis	13.840321
Mean	1.5672996
Median Absolute Deviation (MAD)	0.7
Skewness	3.1632051
Sum	4457.4
Variance	6.0618357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	641	22.5%
0.1	194	6.8%
0.2	147	5.2%
0.3	129	4.5%
0.4	113	4.0%
0.5	98	3.4%
0.6	96	3.4%
0.8	84	3.0%
0.9	82	2.9%
0.7	80	2.8%
Other values (118)	1180	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	641	22.5%
0.1	194	6.8%
0.2	147	5.2%
0.3	129	4.5%
0.4	113	4.0%
0.5	98	3.4%
0.6	96	3.4%
0.7	80	2.8%
0.8	84	3.0%
0.9	82	2.9%

Value	Count	Frequency (%)
24	1	< 0.1%
19.6	1	< 0.1%
19.3	1	< 0.1%
18.8	1	< 0.1%
18.6	1	< 0.1%
18.5	1	< 0.1%
18.2	1	< 0.1%
17.9	1	< 0.1%
17.6	1	< 0.1%
17.2	1	< 0.1%

ExpAssists
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	92
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2180731

Minimum	0
Maximum	14.2
Zeros	705
Zeros (%)	24.8%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1
median	0.6
Q3	1.6
95-th percentile	4.7
Maximum	14.2
Range	14.2
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.6885194
Coefficient of variation (CV)	1.3862217
Kurtosis	7.6587088
Mean	1.2180731
Median Absolute Deviation (MAD)	0.6
Skewness	2.3627984
Sum	3464.2
Variance	2.8510978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	705	24.8%
0.1	230	8.1%
0.2	158	5.6%
0.3	114	4.0%
0.4	103	3.6%
0.6	97	3.4%
0.7	84	3.0%
0.5	82	2.9%
0.9	81	2.8%
1	74	2.6%
Other values (82)	1116	39.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	705	24.8%
0.1	230	8.1%
0.2	158	5.6%
0.3	114	4.0%
0.4	103	3.6%
0.5	82	2.9%
0.6	97	3.4%
0.7	84	3.0%
0.8	73	2.6%
0.9	81	2.8%

Value	Count	Frequency (%)
14.2	1	< 0.1%
13.9	1	< 0.1%
12.7	1	< 0.1%
12	1	< 0.1%
11.7	1	< 0.1%
11.1	1	< 0.1%
10.9	1	< 0.1%
10.1	1	< 0.1%
8.9	2	0.1%
8.5	4	0.1%

NPExpGoalsAndAssists
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	182
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7870253

Minimum	0
Maximum	32.4
Zeros	478
Zeros (%)	16.8%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2
median	1.4
Q3	3.8
95-th percentile	10.5
Maximum	32.4
Range	32.4
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	3.7488341
Coefficient of variation (CV)	1.3451023
Kurtosis	8.3033326
Mean	2.7870253
Median Absolute Deviation (MAD)	1.4
Skewness	2.4613948
Sum	7926.3
Variance	14.053757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	478	16.8%
0.1	165	5.8%
0.2	90	3.2%
0.4	83	2.9%
0.3	73	2.6%
0.7	68	2.4%
0.5	64	2.3%
0.8	60	2.1%
1	55	1.9%
1.1	55	1.9%
Other values (172)	1653	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	478	16.8%
0.1	165	5.8%
0.2	90	3.2%
0.3	73	2.6%
0.4	83	2.9%
0.5	64	2.3%
0.6	50	1.8%
0.7	68	2.4%
0.8	60	2.1%
0.9	52	1.8%

Value	Count	Frequency (%)
32.4	1	< 0.1%
30.3	1	< 0.1%
26.3	2	0.1%
26	1	< 0.1%
24.2	1	< 0.1%
24	1	< 0.1%
23.8	1	< 0.1%
23.5	2	0.1%
21.8	1	< 0.1%
21.7	1	< 0.1%

PrgC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	145
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.78481

Minimum	0
Maximum	213
Zeros	479
Zeros (%)	16.8%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	11
Q3	29
95-th percentile	76
Maximum	213
Range	213
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	26.662943
Coefficient of variation (CV)	1.2828091
Kurtosis	5.5988104
Mean	20.78481
Median Absolute Deviation (MAD)	11
Skewness	2.1387079
Sum	59112
Variance	710.91252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	479	16.8%
1	171	6.0%
2	125	4.4%
3	114	4.0%
4	90	3.2%
5	85	3.0%
8	71	2.5%
6	69	2.4%
7	64	2.3%
11	62	2.2%
Other values (135)	1514	53.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	479	16.8%
1	171	6.0%
2	125	4.4%
3	114	4.0%
4	90	3.2%
5	85	3.0%
6	69	2.4%
7	64	2.3%
8	71	2.5%
9	54	1.9%

Value	Count	Frequency (%)
213	1	< 0.1%
181	1	< 0.1%
169	1	< 0.1%
154	2	0.1%
150	1	< 0.1%
147	1	< 0.1%
146	1	< 0.1%
144	1	< 0.1%
143	1	< 0.1%
142	1	< 0.1%

PrgP
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	223
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.310127

Minimum	0
Maximum	362
Zeros	328
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	29
Q3	69
95-th percentile	142
Maximum	362
Range	362
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	50.151015
Coefficient of variation (CV)	1.106839
Kurtosis	3.6469936
Mean	45.310127
Median Absolute Deviation (MAD)	27
Skewness	1.6460402
Sum	128862
Variance	2515.1243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	328	11.5%
1	151	5.3%
2	72	2.5%
3	60	2.1%
4	60	2.1%
7	57	2.0%
6	45	1.6%
5	43	1.5%
8	42	1.5%
16	40	1.4%
Other values (213)	1946	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	328	11.5%
1	151	5.3%
2	72	2.5%
3	60	2.1%
4	60	2.1%
5	43	1.5%
6	45	1.6%
7	57	2.0%
8	42	1.5%
9	32	1.1%

Value	Count	Frequency (%)
362	1	< 0.1%
360	1	< 0.1%
325	1	< 0.1%
318	1	< 0.1%
316	1	< 0.1%
294	1	< 0.1%
289	1	< 0.1%
279	1	< 0.1%
272	1	< 0.1%
271	1	< 0.1%

PrgR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	258
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.90225

Minimum	0
Maximum	488
Zeros	436
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	20
Q3	66.25
95-th percentile	169.85
Maximum	488
Range	488
Interquartile range (IQR)	63.25

Descriptive statistics

Standard deviation	59.886635
Coefficient of variation (CV)	1.3337112
Kurtosis	5.1753397
Mean	44.90225
Median Absolute Deviation (MAD)	20
Skewness	2.0312005
Sum	127702
Variance	3586.409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	436	15.3%
1	143	5.0%
2	119	4.2%
3	97	3.4%
5	73	2.6%
4	70	2.5%
7	54	1.9%
6	47	1.7%
8	44	1.5%
9	41	1.4%
Other values (248)	1720	60.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	436	15.3%
1	143	5.0%
2	119	4.2%
3	97	3.4%
4	70	2.5%
5	73	2.6%
6	47	1.7%
7	54	1.9%
8	44	1.5%
9	41	1.4%

Value	Count	Frequency (%)
488	1	< 0.1%
433	1	< 0.1%
386	1	< 0.1%
381	1	< 0.1%
374	1	< 0.1%
351	1	< 0.1%
349	1	< 0.1%
316	1	< 0.1%
309	1	< 0.1%
302	1	< 0.1%

GoalsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	111
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11207454

Minimum	0
Maximum	2.43
Zeros	1489
Zeros (%)	52.4%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.16
95-th percentile	0.48
Maximum	2.43
Range	2.43
Interquartile range (IQR)	0.16

Descriptive statistics

Standard deviation	0.19642349
Coefficient of variation (CV)	1.7526147
Kurtosis	18.487484
Mean	0.11207454
Median Absolute Deviation (MAD)	0
Skewness	3.3341899
Sum	318.74
Variance	0.038582188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1489	52.4%
0.04	68	2.4%
0.06	67	2.4%
0.07	59	2.1%
0.03	55	1.9%
0.09	53	1.9%
0.08	52	1.8%
0.05	51	1.8%
0.1	44	1.5%
0.12	43	1.5%
Other values (101)	863	30.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1489	52.4%
0.03	55	1.9%
0.04	68	2.4%
0.05	51	1.8%
0.06	67	2.4%
0.07	59	2.1%
0.08	52	1.8%
0.09	53	1.9%
0.1	44	1.5%
0.11	42	1.5%

Value	Count	Frequency (%)
2.43	1	< 0.1%
2	1	< 0.1%
1.64	1	< 0.1%
1.55	1	< 0.1%
1.5	1	< 0.1%
1.45	1	< 0.1%
1.43	1	< 0.1%
1.27	1	< 0.1%
1.23	1	< 0.1%
1.15	2	0.1%

AssistsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.076916315

Minimum	0
Maximum	2.65
Zeros	1539
Zeros (%)	54.1%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.12
95-th percentile	0.3
Maximum	2.65
Range	2.65
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.13675946
Coefficient of variation (CV)	1.7780293
Kurtosis	68.248413
Mean	0.076916315
Median Absolute Deviation (MAD)	0
Skewness	5.5667231
Sum	218.75
Variance	0.01870315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1539	54.1%
0.09	79	2.8%
0.04	73	2.6%
0.08	71	2.5%
0.07	68	2.4%
0.06	63	2.2%
0.1	63	2.2%
0.03	56	2.0%
0.11	55	1.9%
0.05	53	1.9%
Other values (61)	724	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1539	54.1%
0.03	56	2.0%
0.04	73	2.6%
0.05	53	1.9%
0.06	63	2.2%
0.07	68	2.4%
0.08	71	2.5%
0.09	79	2.8%
0.1	63	2.2%
0.11	55	1.9%

Value	Count	Frequency (%)
2.65	1	< 0.1%
1.87	1	< 0.1%
1.61	1	< 0.1%
1.41	1	< 0.1%
1.36	1	< 0.1%
1.01	1	< 0.1%
1	1	< 0.1%
0.78	1	< 0.1%
0.75	1	< 0.1%
0.73	1	< 0.1%

GoalsAndAssistsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	130
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18901195

Minimum	0
Maximum	2.65
Zeros	1142
Zeros (%)	40.2%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.08
Q3	0.29
95-th percentile	0.7
Maximum	2.65
Range	2.65
Interquartile range (IQR)	0.29

Descriptive statistics

Standard deviation	0.26467437
Coefficient of variation (CV)	1.4003049
Kurtosis	9.4786722
Mean	0.18901195
Median Absolute Deviation (MAD)	0.08
Skewness	2.3936248
Sum	537.55
Variance	0.070052523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1142	40.2%
0.06	53	1.9%
0.15	53	1.9%
0.04	52	1.8%
0.1	52	1.8%
0.08	52	1.8%
0.09	48	1.7%
0.05	46	1.6%
0.23	45	1.6%
0.07	44	1.5%
Other values (120)	1257	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1142	40.2%
0.03	37	1.3%
0.04	52	1.8%
0.05	46	1.6%
0.06	53	1.9%
0.07	44	1.5%
0.08	52	1.8%
0.09	48	1.7%
0.1	52	1.8%
0.11	31	1.1%

Value	Count	Frequency (%)
2.65	1	< 0.1%
2.43	1	< 0.1%
2.05	1	< 0.1%
2	1	< 0.1%
1.87	1	< 0.1%
1.64	1	< 0.1%
1.61	1	< 0.1%
1.55	1	< 0.1%
1.5	1	< 0.1%
1.49	1	< 0.1%

NPGoalsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	99
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10447257

Minimum	0
Maximum	2.43
Zeros	1510
Zeros (%)	53.1%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.15
95-th percentile	0.45
Maximum	2.43
Range	2.43
Interquartile range (IQR)	0.15

Descriptive statistics

Standard deviation	0.18662761
Coefficient of variation (CV)	1.786379
Kurtosis	22.411165
Mean	0.10447257
Median Absolute Deviation (MAD)	0
Skewness	3.6217453
Sum	297.12
Variance	0.034829866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1510	53.1%
0.06	70	2.5%
0.04	68	2.4%
0.07	59	2.1%
0.03	56	2.0%
0.08	55	1.9%
0.09	53	1.9%
0.05	51	1.8%
0.1	50	1.8%
0.13	43	1.5%
Other values (89)	829	29.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1510	53.1%
0.03	56	2.0%
0.04	68	2.4%
0.05	51	1.8%
0.06	70	2.5%
0.07	59	2.1%
0.08	55	1.9%
0.09	53	1.9%
0.1	50	1.8%
0.11	42	1.5%

Value	Count	Frequency (%)
2.43	1	< 0.1%
2	1	< 0.1%
1.64	1	< 0.1%
1.55	1	< 0.1%
1.5	1	< 0.1%
1.45	1	< 0.1%
1.43	1	< 0.1%
1.27	1	< 0.1%
1.23	1	< 0.1%
1.15	1	< 0.1%

NPGoalsAndAssistsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	127
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18140999

Minimum	0
Maximum	2.65
Zeros	1148
Zeros (%)	40.4%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.08
Q3	0.28
95-th percentile	0.66
Maximum	2.65
Range	2.65
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.25373707
Coefficient of variation (CV)	1.398694
Kurtosis	10.292367
Mean	0.18140999
Median Absolute Deviation (MAD)	0.08
Skewness	2.4483886
Sum	515.93
Variance	0.064382499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1148	40.4%
0.04	54	1.9%
0.15	54	1.9%
0.1	54	1.9%
0.06	53	1.9%
0.08	53	1.9%
0.09	49	1.7%
0.23	46	1.6%
0.05	46	1.6%
0.12	44	1.5%
Other values (117)	1243	43.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1148	40.4%
0.03	37	1.3%
0.04	54	1.9%
0.05	46	1.6%
0.06	53	1.9%
0.07	43	1.5%
0.08	53	1.9%
0.09	49	1.7%
0.1	54	1.9%
0.11	33	1.2%

Value	Count	Frequency (%)
2.65	1	< 0.1%
2.43	1	< 0.1%
2	1	< 0.1%
1.87	1	< 0.1%
1.64	1	< 0.1%
1.61	1	< 0.1%
1.55	1	< 0.1%
1.5	1	< 0.1%
1.45	1	< 0.1%
1.43	2	0.1%

ExpGoalsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	108
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13566807

Minimum	0
Maximum	5.06
Zeros	554
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.06
Q3	0.18
95-th percentile	0.4985
Maximum	5.06
Range	5.06
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.21821763
Coefficient of variation (CV)	1.6084671
Kurtosis	120.4264
Mean	0.13566807
Median Absolute Deviation (MAD)	0.06
Skewness	7.3574979
Sum	385.84
Variance	0.047618934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	554	19.5%
0.03	170	6.0%
0.01	164	5.8%
0.04	154	5.4%
0.02	144	5.1%
0.05	142	5.0%
0.07	115	4.0%
0.06	115	4.0%
0.08	86	3.0%
0.09	77	2.7%
Other values (98)	1123	39.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	554	19.5%
0.01	164	5.8%
0.02	144	5.1%
0.03	170	6.0%
0.04	154	5.4%
0.05	142	5.0%
0.06	115	4.0%
0.07	115	4.0%
0.08	86	3.0%
0.09	77	2.7%

Value	Count	Frequency (%)
5.06	1	< 0.1%
3.53	1	< 0.1%
2.37	1	< 0.1%
1.96	1	< 0.1%
1.83	1	< 0.1%
1.44	1	< 0.1%
1.29	1	< 0.1%
1.24	1	< 0.1%
1.23	1	< 0.1%
1.21	1	< 0.1%

ExpAssistsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08887834

Minimum	0
Maximum	2.47
Zeros	642
Zeros (%)	22.6%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.06
Q3	0.13
95-th percentile	0.27
Maximum	2.47
Range	2.47
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.12462836
Coefficient of variation (CV)	1.4022354
Kurtosis	76.61588
Mean	0.08887834
Median Absolute Deviation (MAD)	0.06
Skewness	6.033881
Sum	252.77
Variance	0.015532227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	642	22.6%
0.01	202	7.1%
0.02	170	6.0%
0.03	154	5.4%
0.06	135	4.7%
0.05	118	4.1%
0.07	111	3.9%
0.08	110	3.9%
0.04	107	3.8%
0.1	107	3.8%
Other values (62)	988	34.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	642	22.6%
0.01	202	7.1%
0.02	170	6.0%
0.03	154	5.4%
0.04	107	3.8%
0.05	118	4.1%
0.06	135	4.7%
0.07	111	3.9%
0.08	110	3.9%
0.09	105	3.7%

Value	Count	Frequency (%)
2.47	1	< 0.1%
1.65	1	< 0.1%
1.56	1	< 0.1%
1.45	1	< 0.1%
1.43	1	< 0.1%
1.27	1	< 0.1%
0.86	1	< 0.1%
0.85	1	< 0.1%
0.83	1	< 0.1%
0.76	1	< 0.1%

ExpGoalsAndAssistsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	128
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22436709

Minimum	0
Maximum	5.06
Zeros	422
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.14
Q3	0.33
95-th percentile	0.69
Maximum	5.06
Range	5.06
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.27273137
Coefficient of variation (CV)	1.2155587
Kurtosis	50.456324
Mean	0.22436709
Median Absolute Deviation (MAD)	0.12
Skewness	4.5140973
Sum	638.1
Variance	0.074382399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	422	14.8%
0.08	92	3.2%
0.06	92	3.2%
0.04	86	3.0%
0.05	85	3.0%
0.07	82	2.9%
0.03	78	2.7%
0.12	75	2.6%
0.09	71	2.5%
0.1	65	2.3%
Other values (118)	1696	59.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	422	14.8%
0.01	62	2.2%
0.02	62	2.2%
0.03	78	2.7%
0.04	86	3.0%
0.05	85	3.0%
0.06	92	3.2%
0.07	82	2.9%
0.08	92	3.2%
0.09	71	2.5%

Value	Count	Frequency (%)
5.06	1	< 0.1%
3.53	1	< 0.1%
2.72	1	< 0.1%
2.37	1	< 0.1%
2.35	2	0.1%
2.17	1	< 0.1%
1.83	1	< 0.1%
1.48	1	< 0.1%
1.47	1	< 0.1%
1.45	1	< 0.1%

NPExpGoalsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	102
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12776723

Minimum	0
Maximum	5.06
Zeros	556
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.06
Q3	0.17
95-th percentile	0.45
Maximum	5.06
Range	5.06
Interquartile range (IQR)	0.16

Descriptive statistics

Standard deviation	0.20953118
Coefficient of variation (CV)	1.6399446
Kurtosis	142.57219
Mean	0.12776723
Median Absolute Deviation (MAD)	0.06
Skewness	8.1715333
Sum	363.37
Variance	0.043903314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	556	19.5%
0.03	177	6.2%
0.01	165	5.8%
0.04	156	5.5%
0.02	147	5.2%
0.05	146	5.1%
0.07	122	4.3%
0.06	113	4.0%
0.08	88	3.1%
0.09	79	2.8%
Other values (92)	1095	38.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	556	19.5%
0.01	165	5.8%
0.02	147	5.2%
0.03	177	6.2%
0.04	156	5.5%
0.05	146	5.1%
0.06	113	4.0%
0.07	122	4.3%
0.08	88	3.1%
0.09	79	2.8%

Value	Count	Frequency (%)
5.06	1	< 0.1%
3.53	1	< 0.1%
2.37	1	< 0.1%
1.96	1	< 0.1%
1.83	1	< 0.1%
1.44	1	< 0.1%
1.29	1	< 0.1%
1.24	1	< 0.1%
1.23	1	< 0.1%
1.21	1	< 0.1%

NPExpGoalsAndAssistsPer90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	126
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2165225

Minimum	0
Maximum	5.06
Zeros	423
Zeros (%)	14.9%
Negative	0
Negative (%)	0.0%
Memory size	22.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0475
median	0.14
Q3	0.32
95-th percentile	0.65
Maximum	5.06
Range	5.06
Interquartile range (IQR)	0.2725

Descriptive statistics

Standard deviation	0.26368843
Coefficient of variation (CV)	1.2178338
Kurtosis	58.122899
Mean	0.2165225
Median Absolute Deviation (MAD)	0.12
Skewness	4.8852465
Sum	615.79
Variance	0.069531589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	423	14.9%
0.06	93	3.3%
0.08	91	3.2%
0.04	86	3.0%
0.05	86	3.0%
0.07	81	2.8%
0.03	78	2.7%
0.12	77	2.7%
0.09	73	2.6%
0.1	68	2.4%
Other values (116)	1688	59.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	423	14.9%
0.01	63	2.2%
0.02	61	2.1%
0.03	78	2.7%
0.04	86	3.0%
0.05	86	3.0%
0.06	93	3.3%
0.07	81	2.8%
0.08	91	3.2%
0.09	73	2.6%

Value	Count	Frequency (%)
5.06	1	< 0.1%
3.53	1	< 0.1%
2.72	1	< 0.1%
2.37	1	< 0.1%
2.35	2	0.1%
2.17	1	< 0.1%
1.83	1	< 0.1%
1.48	1	< 0.1%
1.47	1	< 0.1%
1.45	1	< 0.1%

Auto

Heatmap
Table

	Age	Assists	AssistsPer90	Comp	CrdR	CrdY	ExpAssists	ExpAssistsPer90	ExpGoals	ExpGoalsAndAssistsPer90	ExpGoalsPer90	Goals	GoalsAndAssists	GoalsAndAssistsPer90	GoalsPer90	MP	Min	MinutesPer90	NPExpGoals	NPExpGoalsAndAssists	NPExpGoalsAndAssistsPer90	NPExpGoalsPer90	NPGoalsAndAssistsPer90	NPGoalsPer90	NonPenaltyGoals	PenaltiesAttempted	PenaltiesScored	Pos	PrgC	PrgP	PrgR	Starts
Age	1.000	0.106	0.081	0.066	0.062	0.190	0.148	0.055	0.118	0.007	0.000	0.080	0.118	0.070	0.054	0.241	0.277	0.278	0.108	0.141	-0.002	-0.013	0.061	0.038	0.065	0.112	0.107	0.073	0.081	0.199	0.072	0.274
Assists	0.106	1.000	0.954	0.022	0.019	0.414	0.814	0.645	0.647	0.522	0.418	0.574	0.852	0.752	0.493	0.601	0.542	0.542	0.644	0.767	0.518	0.408	0.754	0.483	0.564	0.305	0.282	0.087	0.688	0.602	0.713	0.536
AssistsPer90	0.081	0.954	1.000	0.000	0.000	0.309	0.748	0.679	0.586	0.555	0.436	0.513	0.796	0.787	0.477	0.473	0.397	0.397	0.583	0.697	0.554	0.429	0.790	0.465	0.502	0.268	0.247	0.132	0.599	0.489	0.651	0.389
Comp	0.066	0.022	0.000	1.000	0.000	-0.022	-0.027	-0.030	-0.033	-0.035	-0.030	-0.028	-0.027	-0.041	-0.032	-0.006	-0.016	-0.016	-0.032	-0.031	-0.036	-0.030	-0.042	-0.033	-0.029	-0.015	-0.011	0.039	0.009	-0.025	-0.024	-0.016
CrdR	0.062	0.019	0.000	0.000	1.000	0.259	0.115	0.027	0.128	0.005	0.022	0.091	0.106	0.055	0.058	0.173	0.192	0.193	0.129	0.130	0.005	0.022	0.054	0.059	0.090	0.014	0.010	0.055	0.133	0.195	0.071	0.196
CrdY	0.190	0.414	0.309	-0.022	0.259	1.000	0.528	0.232	0.505	0.143	0.166	0.391	0.477	0.305	0.282	0.696	0.707	0.707	0.504	0.544	0.137	0.158	0.303	0.280	0.387	0.127	0.116	0.083	0.562	0.700	0.438	0.697
ExpAssists	0.148	0.814	0.748	-0.027	0.115	0.528	1.000	0.834	0.775	0.651	0.509	0.659	0.832	0.716	0.576	0.722	0.648	0.648	0.772	0.925	0.648	0.498	0.714	0.566	0.648	0.312	0.289	0.100	0.858	0.754	0.863	0.637
ExpAssistsPer90	0.055	0.645	0.679	-0.030	0.027	0.232	0.834	1.000	0.594	0.802	0.561	0.501	0.640	0.672	0.508	0.375	0.255	0.255	0.589	0.740	0.804	0.554	0.671	0.495	0.490	0.241	0.223	0.102	0.636	0.448	0.728	0.238
ExpGoals	0.118	0.647	0.586	-0.033	0.128	0.505	0.775	0.594	1.000	0.745	0.815	0.842	0.852	0.774	0.788	0.674	0.582	0.582	0.995	0.943	0.734	0.802	0.764	0.772	0.827	0.419	0.384	0.170	0.760	0.660	0.797	0.566
ExpGoalsAndAssistsPer90	0.007	0.522	0.555	-0.035	0.005	0.143	0.651	0.802	0.745	1.000	0.905	0.618	0.647	0.725	0.661	0.286	0.134	0.134	0.738	0.753	0.997	0.897	0.717	0.644	0.603	0.357	0.326	0.158	0.522	0.292	0.682	0.111
ExpGoalsPer90	0.000	0.418	0.436	-0.030	0.022	0.166	0.509	0.561	0.815	0.905	1.000	0.664	0.615	0.682	0.706	0.290	0.150	0.150	0.808	0.711	0.898	0.993	0.672	0.689	0.648	0.371	0.339	0.131	0.468	0.277	0.613	0.126
Goals	0.080	0.574	0.513	-0.028	0.091	0.391	0.659	0.501	0.842	0.618	0.664	1.000	0.885	0.828	0.956	0.570	0.491	0.491	0.835	0.798	0.607	0.648	0.819	0.945	0.988	0.427	0.401	0.144	0.624	0.513	0.678	0.481
GoalsAndAssists	0.118	0.852	0.796	-0.027	0.106	0.477	0.832	0.640	0.852	0.647	0.615	0.885	1.000	0.920	0.825	0.677	0.600	0.600	0.847	0.896	0.638	0.601	0.916	0.813	0.873	0.397	0.372	0.141	0.748	0.648	0.790	0.591
GoalsAndAssistsPer90	0.070	0.752	0.787	-0.041	0.055	0.305	0.716	0.672	0.774	0.725	0.682	0.828	0.920	1.000	0.868	0.481	0.376	0.376	0.768	0.794	0.719	0.672	0.995	0.854	0.816	0.366	0.346	0.195	0.607	0.458	0.706	0.361
GoalsPer90	0.054	0.493	0.477	-0.032	0.058	0.282	0.576	0.508	0.788	0.661	0.706	0.956	0.825	0.868	1.000	0.444	0.344	0.344	0.780	0.726	0.651	0.693	0.858	0.986	0.944	0.398	0.377	0.176	0.528	0.386	0.619	0.329
MP	0.241	0.601	0.473	-0.006	0.173	0.696	0.722	0.375	0.674	0.286	0.290	0.570	0.677	0.481	0.444	1.000	0.937	0.937	0.675	0.740	0.280	0.282	0.480	0.440	0.566	0.242	0.223	0.061	0.722	0.766	0.637	0.913
Min	0.277	0.542	0.397	-0.016	0.192	0.707	0.648	0.255	0.582	0.134	0.150	0.491	0.600	0.376	0.344	0.937	1.000	1.000	0.583	0.650	0.127	0.140	0.374	0.342	0.488	0.217	0.203	0.076	0.663	0.773	0.521	0.992
MinutesPer90	0.278	0.542	0.397	-0.016	0.193	0.707	0.648	0.255	0.582	0.134	0.150	0.491	0.600	0.376	0.344	0.937	1.000	1.000	0.583	0.650	0.127	0.140	0.374	0.343	0.488	0.217	0.203	0.076	0.663	0.773	0.521	0.992
NPExpGoals	0.108	0.644	0.583	-0.032	0.129	0.504	0.772	0.589	0.995	0.738	0.808	0.835	0.847	0.768	0.780	0.675	0.583	0.583	1.000	0.944	0.735	0.807	0.766	0.777	0.831	0.361	0.329	0.173	0.761	0.657	0.798	0.567
NPExpGoalsAndAssists	0.141	0.767	0.697	-0.031	0.130	0.544	0.925	0.740	0.943	0.753	0.711	0.798	0.896	0.794	0.726	0.740	0.650	0.650	0.944	1.000	0.749	0.705	0.791	0.719	0.790	0.367	0.336	0.154	0.849	0.735	0.881	0.636
NPExpGoalsAndAssistsPer90	-0.002	0.518	0.554	-0.036	0.005	0.137	0.648	0.804	0.734	0.997	0.898	0.607	0.638	0.719	0.651	0.280	0.127	0.127	0.735	0.749	1.000	0.900	0.716	0.643	0.600	0.302	0.275	0.148	0.520	0.286	0.679	0.103
NPExpGoalsPer90	-0.013	0.408	0.429	-0.030	0.022	0.158	0.498	0.554	0.802	0.897	0.993	0.648	0.601	0.672	0.693	0.282	0.140	0.140	0.807	0.705	0.900	1.000	0.670	0.690	0.646	0.297	0.269	0.110	0.462	0.265	0.608	0.117
NPGoalsAndAssistsPer90	0.061	0.754	0.790	-0.042	0.054	0.303	0.714	0.671	0.764	0.717	0.672	0.819	0.916	0.995	0.858	0.480	0.374	0.374	0.766	0.791	0.716	0.670	1.000	0.858	0.819	0.315	0.290	0.195	0.607	0.456	0.705	0.359
NPGoalsPer90	0.038	0.483	0.465	-0.033	0.059	0.280	0.566	0.495	0.772	0.644	0.689	0.945	0.813	0.854	0.986	0.440	0.342	0.343	0.777	0.719	0.643	0.690	0.858	1.000	0.957	0.314	0.284	0.169	0.525	0.379	0.615	0.329
NonPenaltyGoals	0.065	0.564	0.502	-0.029	0.090	0.387	0.648	0.490	0.827	0.603	0.648	0.988	0.873	0.816	0.944	0.566	0.488	0.488	0.831	0.790	0.600	0.646	0.819	0.957	1.000	0.352	0.318	0.151	0.620	0.505	0.673	0.479
PenaltiesAttempted	0.112	0.305	0.268	-0.015	0.014	0.127	0.312	0.241	0.419	0.357	0.371	0.427	0.397	0.366	0.398	0.242	0.217	0.217	0.361	0.367	0.302	0.297	0.315	0.314	0.352	1.000	0.915	0.098	0.244	0.186	0.314	0.217
PenaltiesScored	0.107	0.282	0.247	-0.011	0.010	0.116	0.289	0.223	0.384	0.326	0.339	0.401	0.372	0.346	0.377	0.223	0.203	0.203	0.329	0.336	0.275	0.269	0.290	0.284	0.318	0.915	1.000	0.092	0.226	0.175	0.287	0.202
Pos	0.073	0.087	0.132	0.039	0.055	0.083	0.100	0.102	0.170	0.158	0.131	0.144	0.141	0.195	0.176	0.061	0.076	0.076	0.173	0.154	0.148	0.110	0.195	0.169	0.151	0.098	0.092	1.000	0.010	-0.058	0.100	-0.075
PrgC	0.081	0.688	0.599	0.009	0.133	0.562	0.858	0.636	0.760	0.522	0.468	0.624	0.748	0.607	0.528	0.722	0.663	0.663	0.761	0.849	0.520	0.462	0.607	0.525	0.620	0.244	0.226	0.010	1.000	0.826	0.886	0.654
PrgP	0.199	0.602	0.489	-0.025	0.195	0.700	0.754	0.448	0.660	0.292	0.277	0.513	0.648	0.458	0.386	0.766	0.773	0.773	0.657	0.735	0.286	0.265	0.456	0.379	0.505	0.186	0.175	-0.058	0.826	1.000	0.657	0.767
PrgR	0.072	0.713	0.651	-0.024	0.071	0.438	0.863	0.728	0.797	0.682	0.613	0.678	0.790	0.706	0.619	0.637	0.521	0.521	0.798	0.881	0.679	0.608	0.705	0.615	0.673	0.314	0.287	0.100	0.886	0.657	1.000	0.508
Starts	0.274	0.536	0.389	-0.016	0.196	0.697	0.637	0.238	0.566	0.111	0.126	0.481	0.591	0.361	0.329	0.913	0.992	0.992	0.567	0.636	0.103	0.117	0.359	0.329	0.479	0.217	0.202	-0.075	0.654	0.767	0.508	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Player	Nation	Pos	Squad	Comp	Age	MP	Starts	Min	MinutesPer90	Goals	Assists	GoalsAndAssists	NonPenaltyGoals	PenaltiesAttempted	CrdY	CrdR	ExpGoals	NPExpGoals	ExpAssists	NPExpGoalsAndAssists	PrgC	PrgP	PrgR	GoalsPer90	AssistsPer90	GoalsAndAssistsPer90	NPGoalsPer90	NPGoalsAndAssistsPer90	ExpGoalsPer90	ExpAssistsPer90	ExpGoalsAndAssistsPer90	NPExpGoalsPer90	NPExpGoalsAndAssistsPer90
0	Aaron Ciammaglichella	ITA	MF	Torino	Serie A	19	1	0	1	0.0	0	0	0	0	0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
1	Aaron Cresswell	ENG	DF	West Ham	Premier League	34	18	10	824	9.2	0	0	0	0	0	3	0	0.2	0.2	1.3	1.6	6	36	4	0.00	0.00	0.00	0.00	0.00	0.03	0.15	0.17	0.03	0.17
2	Aaron Malouda	FRA	FW	Lille	Ligue 1	18	1	0	2	0.0	0	0	0	0	0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
3	Aaron Ramsdale	ENG	GK	Southampton	Premier League	26	30	30	2700	30.0	0	0	0	0	0	2	0	0.0	0.0	0.0	0.0	0	0	0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
4	Aaron Wan-Bissaka	ENG	DF	West Ham	Premier League	26	36	35	3154	35.0	2	5	7	2	0	1	0	1.2	1.2	3.5	4.7	110	149	167	0.06	0.14	0.20	0.06	0.20	0.03	0.10	0.14	0.03	0.14
5	Aarón Martín	ESP	DF	Genoa	Serie A	27	36	35	3085	34.3	0	8	8	0	0	5	0	0.9	0.9	5.5	6.4	50	90	108	0.00	0.23	0.23	0.00	0.23	0.03	0.16	0.19	0.03	0.19
6	Abakar Sylla	CIV	DF	Strasbourg	Ligue 1	21	21	10	950	10.6	1	0	1	1	0	2	1	0.4	0.4	0.1	0.5	0	21	3	0.09	0.00	0.09	0.09	0.09	0.04	0.01	0.05	0.04	0.05
7	Abdallah Sima	SEN	FW,MF	Brest	Ligue 1	23	27	14	1238	13.8	7	2	9	7	0	2	0	5.9	5.9	1.0	6.9	36	24	92	0.51	0.15	0.65	0.51	0.65	0.43	0.07	0.50	0.43	0.50
8	Abde Ezzalzouli	MAR	FW,MF	Betis	La Liga	22	32	23	1984	22.0	2	2	4	2	1	2	0	8.0	7.2	2.0	9.3	117	68	215	0.09	0.09	0.18	0.09	0.18	0.36	0.09	0.46	0.33	0.42
9	Abdel Abqar	MAR	DF	Alavés	La Liga	25	29	29	2463	27.4	0	1	1	0	0	13	0	0.9	0.9	0.3	1.2	16	79	4	0.00	0.04	0.04	0.00	0.04	0.03	0.01	0.04	0.03	0.04

	Player	Nation	Pos	Squad	Comp	Age	MP	Starts	Min	MinutesPer90	Goals	Assists	GoalsAndAssists	NonPenaltyGoals	CrdY	ExpGoals	NPExpGoals	ExpAssists	NPExpGoalsAndAssists	PrgC	PrgP	PrgR	GoalsPer90	AssistsPer90	GoalsAndAssistsPer90	NPGoalsPer90	NPGoalsAndAssistsPer90	ExpGoalsPer90	ExpAssistsPer90	ExpGoalsAndAssistsPer90	NPExpGoalsPer90	NPExpGoalsAndAssistsPer90
2834	Óscar Trejo	ARG	MF	Rayo Vallecano	La Liga	36	19	6	496	5.5	1	0	1	1	1	0.6	0.6	1.0	1.6	15	37	28	0.18	0.00	0.18	0.18	0.18	0.11	0.18	0.28	0.11	0.28
2835	Óscar Valentín	ESP	MF	Rayo Vallecano	La Liga	29	34	18	1835	20.4	0	0	0	0	5	0.4	0.4	0.9	1.3	13	86	8	0.00	0.00	0.00	0.00	0.00	0.02	0.04	0.06	0.02	0.06
2836	Óscar de Marcos	ESP	DF	Athletic Club	La Liga	35	26	17	1564	17.4	0	4	4	0	0	1.0	1.0	2.6	3.6	26	102	78	0.00	0.23	0.23	0.00	0.23	0.06	0.15	0.21	0.06	0.21
2837	Ørjan Nyland	NOR	GK	Sevilla	La Liga	33	30	30	2673	29.7	0	0	0	0	2	0.0	0.0	0.3	0.3	0	1	0	0.00	0.00	0.00	0.00	0.00	0.00	0.01	0.01	0.00	0.01
2838	Ümit Akdag	ROU	DF	Toulouse	Ligue 1	20	9	6	500	5.6	0	0	0	0	2	0.1	0.1	0.1	0.1	4	29	9	0.00	0.00	0.00	0.00	0.00	0.01	0.01	0.03	0.01	0.03
2839	Þórir Jóhann Helgason	ISL	MF	Lecce	Serie A	23	21	13	1156	12.8	0	4	4	0	0	1.2	1.2	1.1	2.3	20	38	58	0.00	0.31	0.31	0.00	0.31	0.09	0.09	0.18	0.09	0.18
2840	Đorđe Petrović	SRB	GK	Strasbourg	Ligue 1	24	31	31	2790	31.0	0	0	0	0	2	0.0	0.0	0.0	0.0	1	1	0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
2841	İlkay Gündoğan	GER	MF	Manchester City	Premier League	33	33	25	2223	24.7	1	6	7	1	1	3.2	3.2	3.5	6.7	64	127	96	0.04	0.24	0.28	0.04	0.28	0.13	0.14	0.27	0.13	0.27
2842	Łukasz Fabiański	POL	GK	West Ham	Premier League	39	14	13	1160	12.9	0	0	0	0	2	0.0	0.0	0.0	0.0	0	0	0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
2843	Łukasz Skorupski	POL	GK	Bologna	Serie A	33	27	27	2364	26.3	0	0	0	0	1	0.0	0.0	0.0	0.0	0	0	0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Final Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values